ZygoteRules

JuliaHub·Source·Documentation

Last updated: Jun 10, 2026

Cumulative

Downloads last 30 days: 51,568
Downloads last week: 14,594
Downloads last day: 3,795
Downloads last 30 days: 51,568
Downloads last week: 14,594
Downloads last day: 3,795

Total Downloads

Lifetime Growth (cumulative)

Downloads by Region

Dependencies

4 packages (2 direct, 2 transitive)

Package	Depth ↑	Downloads ↓
MacroTools	Direct	294,385
ChainRulesCore	Direct	183,642
Compat	Depth 2	398,157
TOML	Depth 3	2,558

Dependents

100 packages (16 direct, 84 transitive) · 66,610 downloads (last 30 days)

Package	Depth ↑	Downloads ↓
Zygote	Direct	43,998
DistributionsAD	Direct	4,450
DiffEqSensitivity	Direct	265
DiffEqGPU	Direct	252
ValueShapes	Direct	251
SliceMap	Direct	87
BAT	Direct	83
ScatterNNlib	Direct	69
Quadrature	Direct	53
AbstractNeuralNetworks	Direct	12
GeometricMachineLearning	Direct	8
Torch	Direct	3
ArrayAllez	Direct	2
BliContractor	Direct	2
SpectralDistances	Direct	1
NamedPlus	Direct	1
Flux	Depth 2	12,297
SciMLSensitivity	Depth 2	1,736
BetaML	Depth 2	641
Surrogates	Depth 2	255
NeuralPDE	Depth 2	240
PEPSKit	Depth 2	169
LaplaceRedux	Depth 2	156
LuxTestUtils	Depth 2	151
NonconvexCore	Depth 2	114
ACEpotentials	Depth 2	109
NonconvexMMA	Depth 2	104
NonconvexUtils	Depth 2	99
FluxTraining	Depth 2	93
ReinforcementLearningZoo	Depth 2	78
NonconvexIpopt	Depth 2	62
Transformers	Depth 2	57
TopOpt	Depth 2	53
Sleipnir	Depth 2	43
CounterfactualExplanations	Depth 2	41
RadiationSpectra	Depth 2	38
TNRKit	Depth 2	34
NonconvexNLopt	Depth 2	31
FluxOptTools	Depth 2	29
NonconvexJuniper	Depth 2	27
Octofitter	Depth 2	26
GridapTopOpt	Depth 2	24
ArrayPadding	Depth 2	23
SciMLExpectations	Depth 2	21
InformationGeometry	Depth 2	16
SymbolicNeuralNetworks	Depth 2	16
DeepCompartmentModels	Depth 2	16
MagNav	Depth 2	12
MGVI	Depth 2	12
ConditionalDists	Depth 2	11
Crux	Depth 2	10
AutoEncoderToolkit	Depth 2	10
QuadratureCuba	Depth 2	10
GenerativeModels	Depth 2	8
StochasticAD	Depth 2	8
Solaris	Depth 2	8
TuringBenchmarking	Depth 2	7
Jello	Depth 2	7
UniversalDiffEq	Depth 2	7
Nevanlinna	Depth 2	7
RelevancePropagation	Depth 2	7
JointEnergyModels	Depth 2	7
ParallelParticleSwarms	Depth 2	6
RandomMeas	Depth 2	6
ODINN	Depth 2	6
Tsunami	Depth 2	6
QuanEstimationBase	Depth 2	6
DifferentiableBackwardEuler	Depth 2	6
HighDimPDE	Depth 2	6
WaveOpticsPropagation	Depth 2	5
SignalTemporalLogic	Depth 2	5
RobustNeuralNetworks	Depth 2	5
DeconvOptim	Depth 2	5
FinancialMonteCarlo	Depth 2	5
DiffFusion	Depth 2	4
HorseML	Depth 2	4
Kinbiont	Depth 2	4
BackwardsLinalg	Depth 2	4
GaussianSplatting	Depth 2	4
MCPhylo	Depth 2	4
AugmentedGaussianProcesses	Depth 2	4
NeuralNetDiffEq	Depth 2	3
SeaPearl	Depth 2	3
ECCO	Depth 2	3
AutoComputationalGraphTuning	Depth 2	3
DiscoDiff	Depth 2	3
TextModels	Depth 2	3
QuadratureCubature	Depth 2	3
NonconvexNOMAD	Depth 2	3
EasyHybrid	Depth 2	3
ISOKANN	Depth 2	3
POMDPStressTesting	Depth 2	2
Qaintellect	Depth 2	2
NoiseModels	Depth 2	2
EFTfitter	Depth 2	2
MLJGaussianProcesses	Depth 2	2
TASOPT	Depth 2	2
QuantumNLDiffEq	Depth 2	2
AsapOptim	Depth 2	2
DPFEHM	Depth 2	2